In: Statistics and Probability
3.1 2.6 4.5 6.2 4.2 3.3 1.2 3.6 5.9 2.7 3.7 3.8
Can the company “prove” that there is less than a 5% chance that they contributed to the groundwater contamination? Explain your answer using statistical justification.
Null hypothesis H0: Population Mean TCE:dioxane ratios in groundwater is 3.6
Alternative hypothesis H0: Population Mean TCE:dioxane ratios in groundwater is not 3.6.
Since we know the population standard deviation of company TCE:dioxane ratio, we will use z test to verify the claim.
Standard error of mean TCE:dioxane ratios = 0.3 / = 0.0866
Sample mean = (3.1 + 2.6 + 4.5 + 6.2 + 4.2 + 3.3 + 1.2 + 3.6 + 5.9 + 2.7 + 3.7 + 3.8 ) /12 = 3.733333
Test statistic, z = (Observed mean - Hypothesized mean) / Standard error
= (3.733333 - 3.6) / 0.0866
= 1.54
P(z > 1.54) = 0.0618
For two tail test, P-value = 2 * 0.0618 = 0.1236
Since p-value is greater than the significance level of 5%, we fail to reject null hypothesis H0 and conclude that there is insufficient evidence that population Mean TCE:dioxane ratios in groundwater is not 3.6.
Thus, the company cannot “prove” that there is less than a 5% chance that they contributed to the groundwater contamination.